Nature review-epigenetics

Techniques that interrogate DNA methylation, histone modifications or chromatin conformations are enabling unprecedented analyses of epigenomes, including at the single-cell level. The articles in this series discuss insights into chromatin biology and the components and mechanisms of diverse epigenetic processes in health and disease, from fundamental roles in gene regulation to broader biological phenomena such…

Neural Ordinary Differential Equations

https://arxiv.org/abs/1806.07366 paper abstract: “We introduce a new family of deep neural network models. Instead of specifying a discrete sequence of hidden layers, we parameterize the derivative of the hidden state using a neural network. The output of the network is computed using a blackbox differential equation solver. These continuous-depth models have constant memory cost, adapt…